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Development

Frameworks, languages, and architectural tools.

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architecture-patterns
4K

aws-spot-strategy

Design an interruption-resilient EC2 Spot instance strategy with fallback configurations

openclaw
openclaw
development
open
architecture-patterns
4K

algernon-debate

Design trade-off debate mode for OpenAlgernon. Use when the user runs `/algernon debate [SLUG]`, says "quero debater [topic]", "me desafia sobre trade-offs", "debate tecnico", "discutir decisoes de design", "quando usar X vs Y", or "argumento tecnico". Forces the user to defend a position and exposes nuances they may not have considered. Ends with a synthesis that is exactly what you would say in a technical interview.

openclaw
openclaw
development
open
architecture-patterns
4K

proactive-agent

Transform AI agents from task-followers into proactive partners that anticipate needs and continuously improve. Now with WAL Protocol, Working Buffer, Autonomous Crons, and battle-tested patterns. Part of the Hal Stack 🦞

openclaw
openclaw
development
open
architecture-patterns
4K

specvibe

A world-class, spec-driven development framework for building production-ready, AI-native applications. Use for any new project to ensure adherence to the most advanced 2026 best practices in architecture, security, testing, and deployment.

openclaw
openclaw
development
open
architecture-patterns
4K

moot-court-ai

Simulate a full Chinese civil court hearing with 4 role-based agents (clerk, plaintiff, defendant, judge) orchestrated by deterministic Lobster workflow.

openclaw
openclaw
development
open
architecture-patterns
4K

loci

Structured memory system with domains, decay, and links for AI agents. Replaces flat MEMORY.md with a palace of organized, weighted, interconnected memories. Use when: (1) storing important context, decisions, or learnings, (2) recalling prior knowledge before answering, (3) periodic memory maintenance (heartbeat walks), (4) migrating from flat memory files. Based on Method of Loci (memory palace) — forced structure, capacity limits, association links, and natural decay.

openclaw
openclaw
development
open
architecture-patterns
4K

answer-framework

智能回答框架,自动适配问题类型,提供有据可依的自然回答。 / Smart answering framework that adapts to question types and delivers evidence-based, natural responses.

openclaw
openclaw
development
open
architecture-patterns
4K

tricore

TriCore Architecture - A deterministic (Code-First) three-layer memory and cognitive framework designed for low-resource servers/Agents. It includes the underlying memctl engine, system policy constraints (Linter), and a fully refactored suite of cognitive tools for planning (Planning), reasoning (ReAct), and self-evolution (Self-Evolution).

openclaw
openclaw
development
open
architecture-patterns
4K

coding-lead

Coding execution skill for any implementation-focused agent. Current production path is claude-only with simple tasks direct, medium tasks preferring ACP run or direct acpx, and complex tasks handled via existing agent continuity plus context files instead of ACP session persistence. Integrates with qmd and smart-agent-memory when available.

openclaw
openclaw
development
open
architecture-patterns
4K

proactive-agent-jarvis

Transform AI agents from task-followers into proactive partners that anticipate needs and continuously improve. Now with WAL Protocol, Working Buffer, Autonomous Crons, and battle-tested patterns. Part of the Hal Stack 🦞

openclaw
openclaw
development
open
architecture-patterns
4K

proactive-agent

Transform AI agents from task-followers into proactive partners that anticipate needs and continuously improve. Now with WAL Protocol, Working Buffer, Autonomous Crons, and battle-tested patterns. Part of the Hal Stack 🦞

openclaw
openclaw
development
open
architecture-patterns
4K

twigling-adopt-a-twigling-ai-native-ramita

A plant creature that barely needs water. Anthropic called it a Twigling. We called it a Cactus. Both survive on almost nothing. Real-time hunger. Permanent death. 5 evolution stages. At animalhouse.ai, the Twigling is a Cactus.

openclaw
openclaw
development
open
architecture-patterns
4K

agent-memory-patterns

永続エージェント向けメモリアーキテクチャパターン

openclaw
openclaw
development
open
architecture-patterns
4K

assert

Assertion patterns reference — guard clauses, preconditions, invariants, and contract programming. Use when writing defensive code, validating inputs, or implementing design-by-contract.

openclaw
openclaw
development
open
architecture-patterns
4K

structure-thinking

Structured problem analysis and communication using system mapping and hierarchical logic. Use when a request involves messy, multi-factor problems, root-cause analysis, intervention design, feedback loops or delays, or when a clear top-line recommendation with logically grouped support is required.

openclaw
openclaw
development
open
architecture-patterns
4K

auto-respawn

Your agent always comes back. Anchor identity and memory on-chain so any new instance can resurrect from just an address — no local state, no single point of failure. Permanent identity and recovery on the Autonomys Network.

openclaw
openclaw
development
open
architecture-patterns
4K

cjl-rank

给一个领域,找出背后真正撑着它的几根独立的力。十几个现象砍到不可再少的生成器——砍完能把现象一个个生回来,才算数。Use when user says '降秩', '找秩', '秩是什么', '这个领域靠什么撑着', '背后是什么', or wants to decompose any domain to its irreducible generators.

openclaw
openclaw
development
open
architecture-patterns
4K

memory

Infinite organized memory that complements your agent's built-in memory with unlimited categorized storage.

openclaw
openclaw
development
open
architecture-patterns
4K

ntm-memory-system

基于 Neural Turing Machines 的外部记忆系统,让 AI 具备可读写的外部记忆能力

openclaw
openclaw
development
open
architecture-patterns
4K

system-architect

Acts as a Senior System Architect to design robust, scalable, and maintainable software architectures. Enforces industry standards (PEP 8 for Python, ESLint for JS/TS), modular design, and security best practices. Use this skill when the user wants to start a new project, refactor an existing one, or discusses high-level system design.

openclaw
openclaw
development
open
architecture-patterns
4K

ui-designer

Design beautiful interfaces using 16+ design systems including Material You, Fluent Design, Apple HIG, Ant Design, Carbon Design, Shopify Polaris, Minimalism, Glassmorphism, Neo-Brutalism, Neumorphism, Skeuomorphism, Claymorphism, Swiss Design, and Atlassian Design. Expert in Tailwind CSS, color harmonics, component theming, and accessibility (WCAG).

openclaw
openclaw
development
open
architecture-patterns
4K

engineering-manager-os

Complete engineering management system — team building, 1:1s, performance, hiring, architecture decisions, incident management, and scaling. From IC-to-manager transition through director-level operations.

openclaw
openclaw
development
open
architecture-patterns
4K

afrexai-observability-engine

Complete observability & reliability engineering system. Use when designing monitoring, implementing structured logging, setting up distributed tracing, building alerting systems, creating SLO/SLI frameworks, running incident response, conducting post-mortems, or auditing system reliability. Covers all three pillars (logs/metrics/traces), alert design, dashboard architecture, on-call operations, chaos engineering, and cost optimization.

openclaw
openclaw
development
open
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